Paper Citation Record · LEDGER

OT-Attack: Enhancing Adversarial Transferability of Vision-Language Models via Optimal Transport Optimization

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2312.04403.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2312.04403 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:03:01.082772Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-02T18:57:16.801821Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation b15cf480-5c58-4f29-b67e-e433d99305db · inbound

Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment cites this paper.

Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment OT-Attack: Enhancing Adversarial Transferability of Vision-Language Models via Optimal Transport Optimization

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T11:03:01.082772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdf064a9-29e6-4781-bace-2ee182b72344 · inbound

LIAR: Leveraging Inference Time Alignment (Best-of-N) to Jailbreak LLMs in Seconds cites this paper.

LIAR: Leveraging Inference Time Alignment (Best-of-N) to Jailbreak LLMs in Seconds OT-Attack: Enhancing Adversarial Transferability of Vision-Language Models via Optimal Transport Optimization

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T20:53:37.154821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec087955-6bfb-4013-ae22-85a6aa7b42cf · inbound

Safety at Scale: A Comprehensive Survey of Large Model and Agent Safety cites this paper.

Safety at Scale: A Comprehensive Survey of Large Model and Agent Safety OT-Attack: Enhancing Adversarial Transferability of Vision-Language Models via Optimal Transport Optimization

Reference 232

Resolution: verified exact; arxiv_id, observed 2026-05-23T04:42:34.022205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 298d6280-0ced-4e25-beb5-41c086266e93 · inbound

Adversarial Attacks against Closed-Source MLLMs via Feature Optimal Alignment cites this paper.

Adversarial Attacks against Closed-Source MLLMs via Feature Optimal Alignment OT-Attack: Enhancing Adversarial Transferability of Vision-Language Models via Optimal Transport Optimization

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T13:35:52.106307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87da1941-05b3-4541-bca0-b79fd8f91043 · inbound

Light as Deception: GPT-driven Natural Relighting Against Vision-Language Pre-training Models cites this paper.

Light as Deception: GPT-driven Natural Relighting Against Vision-Language Pre-training Models OT-Attack: Enhancing Adversarial Transferability of Vision-Language Models via Optimal Transport Optimization

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:35.568500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c7e6e92-ab58-4b20-9ba6-8cb52a51ddaa · inbound

Understanding Knowledge Transferability for Transfer Learning: A Survey cites this paper.

Understanding Knowledge Transferability for Transfer Learning: A Survey OT-Attack: Enhancing Adversarial Transferability of Vision-Language Models via Optimal Transport Optimization

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T20:22:25.060940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b983c199-f9c3-4990-a2f9-4c7706473495 · inbound

One Object, Multiple Lies: A Benchmark for Cross-task Adversarial Attack on Unified Vision-Language Models cites this paper.

One Object, Multiple Lies: A Benchmark for Cross-task Adversarial Attack on Unified Vision-Language Models OT-Attack: Enhancing Adversarial Transferability of Vision-Language Models via Optimal Transport Optimization

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T18:40:53.470204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c23bc4e-8fd5-4c0c-8d7a-5effd23dabcb · inbound

Blockchain Network Analysis using Quantum Inspired Graph Neural Networks & Ensemble Models cites this paper.

Blockchain Network Analysis using Quantum Inspired Graph Neural Networks & Ensemble Models OT-Attack: Enhancing Adversarial Transferability of Vision-Language Models via Optimal Transport Optimization

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T21:22:37.118262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96403b41-92ff-4ebd-a427-60af8a6a6e75 · inbound

SafeSteer: A Decoding-level Defense Mechanism for Multimodal Large Language Models cites this paper.

SafeSteer: A Decoding-level Defense Mechanism for Multimodal Large Language Models OT-Attack: Enhancing Adversarial Transferability of Vision-Language Models via Optimal Transport Optimization

Reference 14

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T06:57:27.601655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fa1e554f-c105-4a77-ac84-ba00cb744f20 · inbound

MLingualFC: Evaluating Jailbreak Vulnerabilities in Multilingual Vision-Language Models cites this paper.

MLingualFC: Evaluating Jailbreak Vulnerabilities in Multilingual Vision-Language Models OT-Attack: Enhancing Adversarial Transferability of Vision-Language Models via Optimal Transport Optimization

Reference 105

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T18:57:16.803576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 69137e5a-2aa2-42fa-a6fd-12f8f996e9b2 · inbound

GeoDetect: Geometric Adversarial Detection for VLPs cites this paper.

GeoDetect: Geometric Adversarial Detection for VLPs OT-Attack: Enhancing Adversarial Transferability of Vision-Language Models via Optimal Transport Optimization

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T01:17:29.751005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dae7ca62-ed34-4550-993f-3dec4e3039fe · inbound

On Success and Simplicity: A Second Look at Transferable Vision-Language Attack Pipeline cites this paper.

On Success and Simplicity: A Second Look at Transferable Vision-Language Attack Pipeline OT-Attack: Enhancing Adversarial Transferability of Vision-Language Models via Optimal Transport Optimization

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T00:37:16.902636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.